DeepAI AI Chat
Log In Sign Up

Where Responsible AI meets Reality: Practitioner Perspectives on Enablers for shifting Organizational Practices

by   Bogdana Rakova, et al.
Partnership on AI

Large and ever-evolving industry organizations continue to invest more time and resources to incorporate responsible AI into production-ready systems to increase algorithmic accountability. This paper examines and seeks to offer a framework for analyzing how organizational culture and structure impact the effectiveness of responsible AI initiatives in practice. We present the results of ethnographic interviews with practitioners working in industry, investigating common challenges, ethical tensions, and effective enablers. Focusing on major companies developing or utilizing AI, we have mapped what organizational structures currently support or hinder responsible AI initiatives, what aspirational future practices would best enable effective initiatives, and what key elements comprise the transition from current to aspirational future work practices.


page 1

page 2

page 3

page 4


Responsible AI Pattern Catalogue: A Multivocal Literature Review

Responsible AI has been widely considered as one of the greatest scienti...

Towards a Roadmap on Software Engineering for Responsible AI

Although AI is transforming the world, there are serious concerns about ...

Principles to Practices for Responsible AI: Closing the Gap

Companies have considered adoption of various high-level artificial inte...

Five Ps: Leverage Zones Towards Responsible AI

There is a growing debate amongst academics and practitioners on whether...

How Different Groups Prioritize Ethical Values for Responsible AI

Private companies, public sector organizations, and academic groups have...

What does it mean to be an AI Ethicist: An ontology of existing roles

With the increasing adoption of Artificial Intelligence systems (AIS) in...

System Analysis for Responsible Design of Modern AI/ML Systems

The irresponsible use of ML algorithms in practical settings has receive...